Rectangles $P$ and $Q$ are similar. The width of Rectangle $P$ is $\frac{1}{3}$ the width of Rectangle $Q$. If the area of Rectangle $P$ is 12 square centimeters, what is the area, in square centimeters, of Rectangle $Q$?